Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 66 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 33.8 KiB |
| Average record size in memory | 525.1 B |
Variable types
| NUM | 12 |
|---|---|
| CAT | 7 |
Reproduction
| Analysis started | 2020-03-26 12:12:44.668966 |
|---|---|
| Analysis finished | 2020-03-26 12:13:05.852255 |
| Version | pandas-profiling v2.5.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
Sample has a high cardinality: 66 distinct values | High cardinality |
p1_max is highly correlated with P1a | High Correlation |
P1a is highly correlated with p1_max | High Correlation |
p4_max is highly correlated with P4a | High Correlation |
P4a is highly correlated with p4_max | High Correlation |
p5_max is highly correlated with P5a and 1 other fields | High Correlation |
P5a is highly correlated with p5_max | High Correlation |
p6_max is highly correlated with p5_max | High Correlation |
p6_mw is highly correlated with Sample | High Correlation |
Sample is highly correlated with p6_mw | High Correlation |
| Distinct count | 66 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 656.0 B |
| D2850 | 1 |
|---|---|
| D2866 | 1 |
| D1163 | 1 |
| D2881 | 1 |
| D2901 | 1 |
| Other values (61) |
| Value | Count | Frequency (%) | |
| D2850 | 1 | 1.5% | |
| D2866 | 1 | 1.5% | |
| D1163 | 1 | 1.5% | |
| D2881 | 1 | 1.5% | |
| D2901 | 1 | 1.5% | |
| D2853 | 1 | 1.5% | |
| D1271 | 1 | 1.5% | |
| D2870 | 1 | 1.5% | |
| D2900 | 1 | 1.5% | |
| D2879 | 1 | 1.5% | |
| Other values (56) | 56 | 84.8% |
Length
| Max length | 5 |
|---|---|
| Mean length | 4.893939394 |
| Min length | 4 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 10 | 90.9% | |
| Uppercase_Letter | 1 | 9.1% |
| Value | Count | Frequency (%) | |
| Common | 10 | 90.9% | |
| Latin | 1 | 9.1% |
| Value | Count | Frequency (%) | |
| ASCII | 11 | 100.0% |
| Distinct count | 66 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 695.8985652 |
|---|---|
| Minimum | 87.11389232 |
| Maximum | 2313.229255 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 656.0 B |
Quantile statistics
| Minimum | 87.11389232 |
|---|---|
| 5-th percentile | 131.161773 |
| Q1 | 329.7808621 |
| median | 619.9480281 |
| Q3 | 944.4583138 |
| 95-th percentile | 1561.21834 |
| Maximum | 2313.229255 |
| Range | 2226.115363 |
| Interquartile range (IQR) | 614.6774517 |
Descriptive statistics
| Standard deviation | 475.2522979 |
|---|---|
| Coefficient of variation (CV) | 0.6829332918 |
| Kurtosis | 0.8937893838 |
| Mean | 695.8985652 |
| Median Absolute Deviation (MAD) | 376.4684908 |
| Skewness | 0.9893624717 |
| Sum | 45929.3053 |
| Variance | 225864.7467 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 87.11389232 1215.86592572 2313.2292555 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 87.60970997 | 1 | 1.5% | |
| 2313.229255 | 1 | 1.5% | |
| 623.0226515 | 1 | 1.5% | |
| 429.213076 | 1 | 1.5% | |
| 208.677433 | 1 | 1.5% | |
| 736.7947671 | 1 | 1.5% | |
| 1118.331666 | 1 | 1.5% | |
| 696.7293326 | 1 | 1.5% | |
| 1143.688848 | 1 | 1.5% | |
| 1133.223923 | 1 | 1.5% | |
| Other values (56) | 56 | 84.8% |
| Value | Count | Frequency (%) | |
| 87.11389232 | 1 | 1.5% | |
| 87.60970997 | 1 | 1.5% | |
| 105.8694479 | 1 | 1.5% | |
| 119.2761799 | 1 | 1.5% | |
| 166.818552 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 2313.229255 | 1 | 1.5% | |
| 1719.841701 | 1 | 1.5% | |
| 1647.684945 | 1 | 1.5% | |
| 1587.279368 | 1 | 1.5% | |
| 1483.035254 | 1 | 1.5% |
p1_mw
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | 10.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 656.0 B |
| 16.2 | |
|---|---|
| 16.1 | |
| 16.4 | |
| 16.6 | |
| 15.9 | |
| Other values (2) | 3 |
| Value | Count | Frequency (%) | |
| 16.2 | 21 | 31.8% | |
| 16.1 | 15 | 22.7% | |
| 16.4 | 14 | 21.2% | |
| 16.6 | 7 | 10.6% | |
| 15.9 | 6 | 9.1% | |
| 16.7 | 2 | 3.0% | |
| 15.8 | 1 | 1.5% |
Length
| Max length | 4 |
|---|---|
| Mean length | 4 |
| Min length | 4 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 8 | 88.9% | |
| Other_Punctuation | 1 | 11.1% |
| Value | Count | Frequency (%) | |
| Common | 9 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 9 | 100.0% |
| Distinct count | 66 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 113.66477 |
|---|---|
| Minimum | 12.55921093 |
| Maximum | 337.973197 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 656.0 B |
Quantile statistics
| Minimum | 12.55921093 |
|---|---|
| 5-th percentile | 23.56077076 |
| Q1 | 49.83543218 |
| median | 95.64022368 |
| Q3 | 156.1776507 |
| 95-th percentile | 257.2979651 |
| Maximum | 337.973197 |
| Range | 325.4139861 |
| Interquartile range (IQR) | 106.3422185 |
Descriptive statistics
| Standard deviation | 76.30056824 |
|---|---|
| Coefficient of variation (CV) | 0.6712771972 |
| Kurtosis | 0.3360108799 |
| Mean | 113.66477 |
| Median Absolute Deviation (MAD) | 60.93515746 |
| Skewness | 0.9167662877 |
| Sum | 7501.874822 |
| Variance | 5821.776714 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 12.55921093 157.2087473 337.973197 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 34.4375043 | 1 | 1.5% | |
| 27.16163961 | 1 | 1.5% | |
| 52.77868501 | 1 | 1.5% | |
| 65.99548602 | 1 | 1.5% | |
| 31.50572797 | 1 | 1.5% | |
| 31.497402 | 1 | 1.5% | |
| 68.9225713 | 1 | 1.5% | |
| 156.5490868 | 1 | 1.5% | |
| 182.3721292 | 1 | 1.5% | |
| 80.5079663 | 1 | 1.5% | |
| Other values (56) | 56 | 84.8% |
| Value | Count | Frequency (%) | |
| 12.55921093 | 1 | 1.5% | |
| 13.89219972 | 1 | 1.5% | |
| 21.54132296 | 1 | 1.5% | |
| 22.36048114 | 1 | 1.5% | |
| 27.16163961 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 337.973197 | 1 | 1.5% | |
| 303.7179741 | 1 | 1.5% | |
| 275.513401 | 1 | 1.5% | |
| 259.0899417 | 1 | 1.5% | |
| 251.9220355 | 1 | 1.5% |
| Distinct count | 66 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 325.1638682 |
|---|---|
| Minimum | 55.43891148 |
| Maximum | 934.0331465 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 656.0 B |
Quantile statistics
| Minimum | 55.43891148 |
|---|---|
| 5-th percentile | 97.01237296 |
| Q1 | 189.6294365 |
| median | 288.4380613 |
| Q3 | 447.5282295 |
| 95-th percentile | 636.528202 |
| Maximum | 934.0331465 |
| Range | 878.5942351 |
| Interquartile range (IQR) | 257.8987929 |
Descriptive statistics
| Standard deviation | 179.5717472 |
|---|---|
| Coefficient of variation (CV) | 0.5522500032 |
| Kurtosis | 0.8571042476 |
| Mean | 325.1638682 |
| Median Absolute Deviation (MAD) | 143.4374707 |
| Skewness | 0.9367527769 |
| Sum | 21460.8153 |
| Variance | 32246.01241 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 55.43891148 526.90089313 934.03314655], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 580.6131465 | 1 | 1.5% | |
| 513.5717242 | 1 | 1.5% | |
| 296.8107097 | 1 | 1.5% | |
| 638.7437213 | 1 | 1.5% | |
| 280.450822 | 1 | 1.5% | |
| 191.7569683 | 1 | 1.5% | |
| 199.5521157 | 1 | 1.5% | |
| 420.3334627 | 1 | 1.5% | |
| 244.1173101 | 1 | 1.5% | |
| 375.7524591 | 1 | 1.5% | |
| Other values (56) | 56 | 84.8% |
| Value | Count | Frequency (%) | |
| 55.43891148 | 1 | 1.5% | |
| 84.40617009 | 1 | 1.5% | |
| 85.28740829 | 1 | 1.5% | |
| 94.54692493 | 1 | 1.5% | |
| 104.408717 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 934.0331465 | 1 | 1.5% | |
| 742.5253072 | 1 | 1.5% | |
| 649.2390047 | 1 | 1.5% | |
| 638.7437213 | 1 | 1.5% | |
| 629.8816439 | 1 | 1.5% |
p2_mw
Categorical
| Distinct count | 14 |
|---|---|
| Unique (%) | 21.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 656.0 B |
| 28.1 | |
|---|---|
| 28.8 | |
| 28.3 | |
| 29.2 | |
| 29.4 | |
| Other values (9) |
| Value | Count | Frequency (%) | |
| 28.1 | 12 | 18.2% | |
| 28.8 | 8 | 12.1% | |
| 28.3 | 8 | 12.1% | |
| 29.2 | 7 | 10.6% | |
| 29.4 | 7 | 10.6% | |
| 29 | 7 | 10.6% | |
| 27.5 | 4 | 6.1% | |
| 27.7 | 4 | 6.1% | |
| 30.1 | 2 | 3.0% | |
| 27.9 | 2 | 3.0% | |
| Other values (4) | 5 | 7.6% |
Length
| Max length | 4 |
|---|---|
| Mean length | 3.787878788 |
| Min length | 2 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 10 | 90.9% | |
| Other_Punctuation | 1 | 9.1% |
| Value | Count | Frequency (%) | |
| Common | 11 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 11 | 100.0% |
| Distinct count | 66 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.3585536 |
|---|---|
| Minimum | 4.461837501 |
| Maximum | 59.3748862 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 656.0 B |
Quantile statistics
| Minimum | 4.461837501 |
|---|---|
| 5-th percentile | 9.571764523 |
| Q1 | 14.03712206 |
| median | 24.62071609 |
| Q3 | 30.57083429 |
| 95-th percentile | 46.0253822 |
| Maximum | 59.3748862 |
| Range | 54.9130487 |
| Interquartile range (IQR) | 16.53371223 |
Descriptive statistics
| Standard deviation | 12.06494497 |
|---|---|
| Coefficient of variation (CV) | 0.4953062965 |
| Kurtosis | -0.1211605131 |
| Mean | 24.3585536 |
| Median Absolute Deviation (MAD) | 9.945260748 |
| Skewness | 0.5835209138 |
| Sum | 1607.664537 |
| Variance | 145.5628971 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 4.4618375 28.45475144 29.50476093 59.3748862 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 4.461837501 | 1 | 1.5% | |
| 29.43050913 | 1 | 1.5% | |
| 14.25535335 | 1 | 1.5% | |
| 17.67089361 | 1 | 1.5% | |
| 42.92031256 | 1 | 1.5% | |
| 28.67189424 | 1 | 1.5% | |
| 22.16398478 | 1 | 1.5% | |
| 28.67194455 | 1 | 1.5% | |
| 9.55981105 | 1 | 1.5% | |
| 12.23547923 | 1 | 1.5% | |
| Other values (56) | 56 | 84.8% |
| Value | Count | Frequency (%) | |
| 4.461837501 | 1 | 1.5% | |
| 5.967199777 | 1 | 1.5% | |
| 6.647782296 | 1 | 1.5% | |
| 9.55981105 | 1 | 1.5% | |
| 9.607624942 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 59.3748862 | 1 | 1.5% | |
| 48.72956148 | 1 | 1.5% | |
| 46.36443523 | 1 | 1.5% | |
| 46.14892719 | 1 | 1.5% | |
| 45.65474721 | 1 | 1.5% |
| Distinct count | 66 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 228.7019054 |
|---|---|
| Minimum | 2.000455487 |
| Maximum | 1055.104002 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 656.0 B |
Quantile statistics
| Minimum | 2.000455487 |
|---|---|
| 5-th percentile | 13.35491156 |
| Q1 | 54.34808417 |
| median | 138.9735117 |
| Q3 | 282.6855473 |
| 95-th percentile | 756.1039545 |
| Maximum | 1055.104002 |
| Range | 1053.103546 |
| Interquartile range (IQR) | 228.3374632 |
Descriptive statistics
| Standard deviation | 246.3915531 |
|---|---|
| Coefficient of variation (CV) | 1.077348056 |
| Kurtosis | 2.07050096 |
| Mean | 228.7019054 |
| Median Absolute Deviation (MAD) | 183.2607067 |
| Skewness | 1.605567984 |
| Sum | 15094.32576 |
| Variance | 60708.79744 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 2.00045549 72.80438392 351.38810189 1055.10400162], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 252.1193282 | 1 | 1.5% | |
| 359.4601841 | 1 | 1.5% | |
| 106.9710808 | 1 | 1.5% | |
| 37.31324574 | 1 | 1.5% | |
| 922.2961193 | 1 | 1.5% | |
| 128.5637897 | 1 | 1.5% | |
| 467.0529603 | 1 | 1.5% | |
| 6.383374891 | 1 | 1.5% | |
| 142.7395129 | 1 | 1.5% | |
| 27.41247684 | 1 | 1.5% | |
| Other values (56) | 56 | 84.8% |
| Value | Count | Frequency (%) | |
| 2.000455487 | 1 | 1.5% | |
| 3.571795924 | 1 | 1.5% | |
| 6.383374891 | 1 | 1.5% | |
| 13.2215955 | 1 | 1.5% | |
| 13.75485972 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 1055.104002 | 1 | 1.5% | |
| 922.2961193 | 1 | 1.5% | |
| 848.4513678 | 1 | 1.5% | |
| 767.3376785 | 1 | 1.5% | |
| 722.4027828 | 1 | 1.5% |
p3_mw
Categorical
| Distinct count | 20 |
|---|---|
| Unique (%) | 30.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 656.0 B |
| 39.9 | |
|---|---|
| 33.9 | |
| 37.4 | 6 |
| 33.2 | 5 |
| 34.3 | 5 |
| Other values (15) |
| Value | Count | Frequency (%) | |
| 39.9 | 9 | 13.6% | |
| 33.9 | 7 | 10.6% | |
| 37.4 | 6 | 9.1% | |
| 33.2 | 5 | 7.6% | |
| 34.3 | 5 | 7.6% | |
| 35.8 | 4 | 6.1% | |
| 37.7 | 4 | 6.1% | |
| 33.6 | 4 | 6.1% | |
| 37 | 3 | 4.5% | |
| 34.6 | 3 | 4.5% | |
| Other values (10) | 16 | 24.2% |
Length
| Max length | 4 |
|---|---|
| Mean length | 3.727272727 |
| Min length | 2 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 8 | 88.9% | |
| Other_Punctuation | 1 | 11.1% |
| Value | Count | Frequency (%) | |
| Common | 9 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 9 | 100.0% |
| Distinct count | 66 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.47758518 |
|---|---|
| Minimum | 0.64654319 |
| Maximum | 75.30239391 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 656.0 B |
Quantile statistics
| Minimum | 0.64654319 |
|---|---|
| 5-th percentile | 3.516101105 |
| Q1 | 8.055775365 |
| median | 12.00912994 |
| Q3 | 21.16674473 |
| 95-th percentile | 52.27133428 |
| Maximum | 75.30239391 |
| Range | 74.65585072 |
| Interquartile range (IQR) | 13.11096936 |
Descriptive statistics
| Standard deviation | 15.12167439 |
|---|---|
| Coefficient of variation (CV) | 0.8652038733 |
| Kurtosis | 3.623281444 |
| Mean | 17.47758518 |
| Median Absolute Deviation (MAD) | 10.9770922 |
| Skewness | 1.865632269 |
| Sum | 1153.520622 |
| Variance | 228.6650364 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0.64654319 18.65626479 75.30239391], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 5.349372176 | 1 | 1.5% | |
| 6.24118345 | 1 | 1.5% | |
| 1.702329419 | 1 | 1.5% | |
| 5.885861692 | 1 | 1.5% | |
| 7.491694704 | 1 | 1.5% | |
| 38.53892348 | 1 | 1.5% | |
| 9.902403917 | 1 | 1.5% | |
| 10.21434946 | 1 | 1.5% | |
| 4.76749844 | 1 | 1.5% | |
| 10.49823985 | 1 | 1.5% | |
| Other values (56) | 56 | 84.8% |
| Value | Count | Frequency (%) | |
| 0.64654319 | 1 | 1.5% | |
| 1.702329419 | 1 | 1.5% | |
| 2.016155533 | 1 | 1.5% | |
| 3.449491359 | 1 | 1.5% | |
| 3.715930342 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 75.30239391 | 1 | 1.5% | |
| 59.7797861 | 1 | 1.5% | |
| 58.96365537 | 1 | 1.5% | |
| 55.14563639 | 1 | 1.5% | |
| 43.64842794 | 1 | 1.5% |
| Distinct count | 66 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1244.686463 |
|---|---|
| Minimum | 85.48763634 |
| Maximum | 4279.071893 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 656.0 B |
Quantile statistics
| Minimum | 85.48763634 |
|---|---|
| 5-th percentile | 305.5513541 |
| Q1 | 825.5784219 |
| median | 1192.755253 |
| Q3 | 1550.393181 |
| 95-th percentile | 2623.726044 |
| Maximum | 4279.071893 |
| Range | 4193.584257 |
| Interquartile range (IQR) | 724.8147592 |
Descriptive statistics
| Standard deviation | 718.7260371 |
|---|---|
| Coefficient of variation (CV) | 0.5774354093 |
| Kurtosis | 4.089766125 |
| Mean | 1244.686463 |
| Median Absolute Deviation (MAD) | 513.9166295 |
| Skewness | 1.427671547 |
| Sum | 82149.30654 |
| Variance | 516567.1163 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 85.48763634 1882.35559384 4279.0718931 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1420.612327 | 1 | 1.5% | |
| 1416.112096 | 1 | 1.5% | |
| 2328.389148 | 1 | 1.5% | |
| 949.898435 | 1 | 1.5% | |
| 1378.261657 | 1 | 1.5% | |
| 1601.957599 | 1 | 1.5% | |
| 1199.397685 | 1 | 1.5% | |
| 1081.87188 | 1 | 1.5% | |
| 2728.996494 | 1 | 1.5% | |
| 622.3566917 | 1 | 1.5% | |
| Other values (56) | 56 | 84.8% |
| Value | Count | Frequency (%) | |
| 85.48763634 | 1 | 1.5% | |
| 107.7459546 | 1 | 1.5% | |
| 129.3290701 | 1 | 1.5% | |
| 294.9584547 | 1 | 1.5% | |
| 337.3300522 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 4279.071893 | 1 | 1.5% | |
| 2880.665081 | 1 | 1.5% | |
| 2728.996494 | 1 | 1.5% | |
| 2704.952087 | 1 | 1.5% | |
| 2380.047913 | 1 | 1.5% |
p4_mw
Categorical
| Distinct count | 20 |
|---|---|
| Unique (%) | 30.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 656.0 B |
| 45.4 | |
|---|---|
| 45.7 | |
| 46 | |
| 44.6 | 6 |
| 44.9 | 6 |
| Other values (15) |
| Value | Count | Frequency (%) | |
| 45.4 | 7 | 10.6% | |
| 45.7 | 7 | 10.6% | |
| 46 | 7 | 10.6% | |
| 44.6 | 6 | 9.1% | |
| 44.9 | 6 | 9.1% | |
| 44.4 | 6 | 9.1% | |
| 45.2 | 5 | 7.6% | |
| 47.6 | 3 | 4.5% | |
| 46.3 | 3 | 4.5% | |
| 47.1 | 2 | 3.0% | |
| Other values (10) | 14 | 21.2% |
Length
| Max length | 4 |
|---|---|
| Mean length | 3.757575758 |
| Min length | 2 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 9 | 90.0% | |
| Other_Punctuation | 1 | 10.0% |
| Value | Count | Frequency (%) | |
| Common | 10 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 10 | 100.0% |
| Distinct count | 66 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86.0255297 |
|---|---|
| Minimum | 6.788083487 |
| Maximum | 283.2939109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 656.0 B |
Quantile statistics
| Minimum | 6.788083487 |
|---|---|
| 5-th percentile | 27.67912306 |
| Q1 | 50.51621606 |
| median | 79.30590609 |
| Q3 | 110.3646925 |
| 95-th percentile | 164.8230144 |
| Maximum | 283.2939109 |
| Range | 276.5058274 |
| Interquartile range (IQR) | 59.84847644 |
Descriptive statistics
| Standard deviation | 49.58607217 |
|---|---|
| Coefficient of variation (CV) | 0.5764111228 |
| Kurtosis | 3.264162669 |
| Mean | 86.0255297 |
| Median Absolute Deviation (MAD) | 37.02855795 |
| Skewness | 1.390946679 |
| Sum | 5677.68496 |
| Variance | 2458.778553 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 6.78808349 136.338195 283.2939109 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 199.7402371 | 1 | 1.5% | |
| 63.17277503 | 1 | 1.5% | |
| 53.93921386 | 1 | 1.5% | |
| 43.56825018 | 1 | 1.5% | |
| 96.26780432 | 1 | 1.5% | |
| 92.80031329 | 1 | 1.5% | |
| 61.25504626 | 1 | 1.5% | |
| 37.95352021 | 1 | 1.5% | |
| 162.7606303 | 1 | 1.5% | |
| 133.8382102 | 1 | 1.5% | |
| Other values (56) | 56 | 84.8% |
| Value | Count | Frequency (%) | |
| 6.788083487 | 1 | 1.5% | |
| 11.74860446 | 1 | 1.5% | |
| 19.17192518 | 1 | 1.5% | |
| 27.67644911 | 1 | 1.5% | |
| 27.68714492 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 283.2939109 | 1 | 1.5% | |
| 219.721554 | 1 | 1.5% | |
| 199.7402371 | 1 | 1.5% | |
| 165.5104758 | 1 | 1.5% | |
| 162.7606303 | 1 | 1.5% |
| Distinct count | 66 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2957.083729 |
|---|---|
| Minimum | 884.8880392 |
| Maximum | 10769.76413 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 656.0 B |
Quantile statistics
| Minimum | 884.8880392 |
|---|---|
| 5-th percentile | 1161.755959 |
| Q1 | 2019.340239 |
| median | 2704.220821 |
| Q3 | 3462.295598 |
| 95-th percentile | 5026.801615 |
| Maximum | 10769.76413 |
| Range | 9884.876088 |
| Interquartile range (IQR) | 1442.955359 |
Descriptive statistics
| Standard deviation | 1633.916906 |
|---|---|
| Coefficient of variation (CV) | 0.5525433353 |
| Kurtosis | 8.958479056 |
| Mean | 2957.083729 |
| Median Absolute Deviation (MAD) | 1095.004053 |
| Skewness | 2.400967177 |
| Sum | 195167.5261 |
| Variance | 2669684.456 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 884.88803923 4948.1510097 10769.7641276 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2709.737605 | 1 | 1.5% | |
| 3256.269205 | 1 | 1.5% | |
| 2090.08241 | 1 | 1.5% | |
| 5105.452221 | 1 | 1.5% | |
| 2342.16167 | 1 | 1.5% | |
| 2489.912782 | 1 | 1.5% | |
| 3459.261632 | 1 | 1.5% | |
| 2217.797426 | 1 | 1.5% | |
| 4638.494952 | 1 | 1.5% | |
| 1262.856921 | 1 | 1.5% | |
| Other values (56) | 56 | 84.8% |
| Value | Count | Frequency (%) | |
| 884.8880392 | 1 | 1.5% | |
| 974.057769 | 1 | 1.5% | |
| 1035.631092 | 1 | 1.5% | |
| 1142.316314 | 1 | 1.5% | |
| 1220.074894 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 10769.76413 | 1 | 1.5% | |
| 8801.227139 | 1 | 1.5% | |
| 5413.926708 | 1 | 1.5% | |
| 5105.452221 | 1 | 1.5% | |
| 4790.849799 | 1 | 1.5% |
p5_mw
Categorical
| Distinct count | 7 |
|---|---|
| Unique (%) | 10.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 656.0 B |
| 61.6 | |
|---|---|
| 61.3 | |
| 62.2 | |
| 61.9 | |
| 62.5 | |
| Other values (2) |
| Value | Count | Frequency (%) | |
| 61.6 | 15 | 22.7% | |
| 61.3 | 15 | 22.7% | |
| 62.2 | 10 | 15.2% | |
| 61.9 | 9 | 13.6% | |
| 62.5 | 8 | 12.1% | |
| 62.9 | 6 | 9.1% | |
| 63.2 | 3 | 4.5% |
Length
| Max length | 4 |
|---|---|
| Mean length | 4 |
| Min length | 4 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 6 | 85.7% | |
| Other_Punctuation | 1 | 14.3% |
| Value | Count | Frequency (%) | |
| Common | 7 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 7 | 100.0% |
| Distinct count | 66 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 415.1231715 |
|---|---|
| Minimum | 126.0319265 |
| Maximum | 1216.360199 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 656.0 B |
Quantile statistics
| Minimum | 126.0319265 |
|---|---|
| 5-th percentile | 177.1661327 |
| Q1 | 288.3358632 |
| median | 371.6641552 |
| Q3 | 498.768499 |
| 95-th percentile | 711.4648593 |
| Maximum | 1216.360199 |
| Range | 1090.328272 |
| Interquartile range (IQR) | 210.4326358 |
Descriptive statistics
| Standard deviation | 202.0386803 |
|---|---|
| Coefficient of variation (CV) | 0.4866957428 |
| Kurtosis | 4.931474548 |
| Mean | 415.1231715 |
| Median Absolute Deviation (MAD) | 144.3520692 |
| Skewness | 1.73794944 |
| Sum | 27398.12932 |
| Variance | 40819.62835 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 126.0319265 611.0007585 1216.360199 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 258.6403787 | 1 | 1.5% | |
| 564.6778526 | 1 | 1.5% | |
| 466.9314174 | 1 | 1.5% | |
| 605.8926042 | 1 | 1.5% | |
| 365.218621 | 1 | 1.5% | |
| 137.4814147 | 1 | 1.5% | |
| 422.9772306 | 1 | 1.5% | |
| 500.9234835 | 1 | 1.5% | |
| 189.4875842 | 1 | 1.5% | |
| 283.3317338 | 1 | 1.5% | |
| Other values (56) | 56 | 84.8% |
| Value | Count | Frequency (%) | |
| 126.0319265 | 1 | 1.5% | |
| 127.7104384 | 1 | 1.5% | |
| 137.4814147 | 1 | 1.5% | |
| 173.0589822 | 1 | 1.5% | |
| 189.4875842 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 1216.360199 | 1 | 1.5% | |
| 1155.762364 | 1 | 1.5% | |
| 791.2332074 | 1 | 1.5% | |
| 715.4731881 | 1 | 1.5% | |
| 699.4398728 | 1 | 1.5% |
| Distinct count | 66 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1569.243248 |
|---|---|
| Minimum | 608.1872828 |
| Maximum | 4642.566405 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 656.0 B |
Quantile statistics
| Minimum | 608.1872828 |
|---|---|
| 5-th percentile | 790.9231771 |
| Q1 | 1183.509559 |
| median | 1506.902172 |
| Q3 | 1813.613863 |
| 95-th percentile | 2350.474934 |
| Maximum | 4642.566405 |
| Range | 4034.379123 |
| Interquartile range (IQR) | 630.1043042 |
Descriptive statistics
| Standard deviation | 671.21909 |
|---|---|
| Coefficient of variation (CV) | 0.427734254 |
| Kurtosis | 8.732889724 |
| Mean | 1569.243248 |
| Median Absolute Deviation (MAD) | 442.7414733 |
| Skewness | 2.350662794 |
| Sum | 103570.0544 |
| Variance | 450535.0667 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 608.18728276 2414.01360362 4642.5664055 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 926.4411299 | 1 | 1.5% | |
| 1944.72638 | 1 | 1.5% | |
| 1141.46182 | 1 | 1.5% | |
| 1513.985618 | 1 | 1.5% | |
| 1416.559938 | 1 | 1.5% | |
| 1943.955497 | 1 | 1.5% | |
| 1741.81338 | 1 | 1.5% | |
| 1047.513713 | 1 | 1.5% | |
| 1187.331854 | 1 | 1.5% | |
| 1182.235461 | 1 | 1.5% | |
| Other values (56) | 56 | 84.8% |
| Value | Count | Frequency (%) | |
| 608.1872828 | 1 | 1.5% | |
| 681.3437417 | 1 | 1.5% | |
| 718.0246661 | 1 | 1.5% | |
| 775.3342032 | 1 | 1.5% | |
| 837.6900988 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 4642.566405 | 1 | 1.5% | |
| 4196.641939 | 1 | 1.5% | |
| 2459.314563 | 1 | 1.5% | |
| 2368.712644 | 1 | 1.5% | |
| 2295.761801 | 1 | 1.5% |
| Distinct count | 12 |
|---|---|
| Unique (%) | 18.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 656.0 B |
| 69.8 | |
|---|---|
| 69.4 | |
| 70.8 | |
| 69.1 | |
| 71.1 | |
| Other values (7) |
| Value | Count | Frequency (%) | |
| 69.8 | 11 | 16.7% | |
| 69.4 | 9 | 13.6% | |
| 70.8 | 8 | 12.1% | |
| 69.1 | 7 | 10.6% | |
| 71.1 | 7 | 10.6% | |
| 70.1 | 7 | 10.6% | |
| 70.5 | 5 | 7.6% | |
| 68.8 | 5 | 7.6% | |
| 71.8 | 2 | 3.0% | |
| 68.4 | 2 | 3.0% | |
| Other values (2) | 3 | 4.5% |
Length
| Max length | 4 |
|---|---|
| Mean length | 4 |
| Min length | 4 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 9 | 90.0% | |
| Other_Punctuation | 1 | 10.0% |
| Value | Count | Frequency (%) | |
| Common | 10 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 10 | 100.0% |
| Distinct count | 66 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 152.2531449 |
|---|---|
| Minimum | 62.67470065 |
| Maximum | 493.454107 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 656.0 B |
Quantile statistics
| Minimum | 62.67470065 |
|---|---|
| 5-th percentile | 67.99095398 |
| Q1 | 109.8348121 |
| median | 139.8854539 |
| Q3 | 175.3284662 |
| 95-th percentile | 231.6035152 |
| Maximum | 493.454107 |
| Range | 430.7794064 |
| Interquartile range (IQR) | 65.49365405 |
Descriptive statistics
| Standard deviation | 71.99025058 |
|---|---|
| Coefficient of variation (CV) | 0.4728326014 |
| Kurtosis | 9.941026574 |
| Mean | 152.2531449 |
| Median Absolute Deviation (MAD) | 47.07811734 |
| Skewness | 2.552348825 |
| Sum | 10048.70756 |
| Variance | 5182.596179 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 62.67470065 234.4331929 493.454107 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 113.8549902 | 1 | 1.5% | |
| 169.5141634 | 1 | 1.5% | |
| 193.6946256 | 1 | 1.5% | |
| 189.8938328 | 1 | 1.5% | |
| 77.67671453 | 1 | 1.5% | |
| 111.3174769 | 1 | 1.5% | |
| 127.075666 | 1 | 1.5% | |
| 183.2772555 | 1 | 1.5% | |
| 134.6345945 | 1 | 1.5% | |
| 144.3720112 | 1 | 1.5% | |
| Other values (56) | 56 | 84.8% |
| Value | Count | Frequency (%) | |
| 62.67470065 | 1 | 1.5% | |
| 64.42586277 | 1 | 1.5% | |
| 65.07241982 | 1 | 1.5% | |
| 67.04348532 | 1 | 1.5% | |
| 70.83335995 | 1 | 1.5% |
| Value | Count | Frequency (%) | |
| 493.454107 | 1 | 1.5% | |
| 437.2828577 | 1 | 1.5% | |
| 237.0335502 | 1 | 1.5% | |
| 231.8328356 | 1 | 1.5% | |
| 230.9155541 | 1 | 1.5% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| Sample | P1a | p1_mw | p1_max | P2a | p2_mw | p2_max | P3a | p3_mw | p3_max | P4a | p4_mw | p4_max | P5a | p5_mw | p5_max | P6a | p6_mw | p6_max | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | D1122 | 527.658106 | 16.1 | 88.402211 | 373.840801 | 27.9 | 28.671945 | 74.479667 | 37.4 | 11.377570 | 1601.957599 | 44.9 | 91.519659 | 4382.610202 | 61.3 | 588.824701 | 1840.699680 | 69.1 | 214.249803 |
| 1 | D1127 | 1464.910592 | 15.9 | 196.796349 | 387.428402 | 29 | 27.604138 | 71.129101 | 35 | 6.112979 | 413.644254 | 45.4 | 37.953520 | 2119.092939 | 62.2 | 279.552581 | 874.586992 | 70.5 | 101.239808 |
| 2 | D1132 | 186.958935 | 16.1 | 31.505728 | 85.287408 | 28.3 | 10.688516 | 2.000455 | 34.3 | 0.646543 | 294.958455 | 44.4 | 27.676449 | 2382.495009 | 61.3 | 312.679561 | 1256.533515 | 68.8 | 92.356040 |
| 3 | D1138 | 808.534166 | 16.6 | 131.497218 | 178.636288 | 30.3 | 21.726025 | 3.571796 | 38.4 | 1.702329 | 379.478099 | 48.2 | 48.168353 | 1035.631092 | 62.9 | 137.481415 | 1198.186755 | 69.1 | 62.674701 |
| 4 | D1143 | 759.570311 | 16.6 | 113.632058 | 638.743721 | 28.8 | 42.920313 | 659.175860 | 37.7 | 28.897145 | 835.853934 | 47.6 | 34.610695 | 2948.217364 | 62.2 | 345.524100 | 2459.314563 | 70.1 | 130.608077 |
| 5 | D1163 | 227.612016 | 16.2 | 36.831832 | 280.450822 | 29.2 | 22.163985 | 467.052960 | 33 | 30.854212 | 2728.996494 | 46 | 219.721554 | 10769.764128 | 61.6 | 1155.762364 | 4642.566405 | 70.5 | 437.282858 |
| 6 | D1165 | 203.182830 | 16.7 | 35.134725 | 629.881644 | 28.8 | 46.364435 | 722.402783 | 35.5 | 32.580806 | 1138.997411 | 44.9 | 49.459397 | 1913.893789 | 63.2 | 282.270318 | 1047.513713 | 71.8 | 104.717640 |
| 7 | D1167 | 1193.790052 | 16.2 | 197.927988 | 165.556025 | 27.7 | 12.107703 | 27.412477 | 35.8 | 3.715930 | 892.615296 | 45.2 | 64.285665 | 1596.344718 | 61.3 | 212.792018 | 681.343742 | 69.8 | 72.814007 |
| 8 | D1172 | 166.818552 | 15.9 | 21.541323 | 126.659079 | 28.1 | 9.908225 | 13.221596 | 39.9 | 10.155511 | 1005.634549 | 43.6 | 70.752351 | 2839.362904 | 61.3 | 335.011124 | 1573.851017 | 68.8 | 113.854990 |
| 9 | D1177 | 745.190687 | 16.1 | 122.131124 | 189.216961 | 28.8 | 15.715346 | 36.825021 | 33.9 | 4.767498 | 564.952310 | 43.8 | 37.527631 | 3547.193089 | 61.3 | 466.931417 | 1602.713198 | 69.4 | 172.684834 |
Last rows
| Sample | P1a | p1_mw | p1_max | P2a | p2_mw | p2_max | P3a | p3_mw | p3_max | P4a | p4_mw | p4_max | P5a | p5_mw | p5_max | P6a | p6_mw | p6_max | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 56 | D2878 | 851.273342 | 16.4 | 136.489221 | 84.406170 | 29.2 | 5.967200 | 51.233912 | 33.9 | 6.241183 | 1135.602520 | 46 | 92.800313 | 3325.301477 | 62.2 | 527.223415 | 1513.985618 | 70.8 | 179.982053 |
| 57 | D2879 | 616.873405 | 16.1 | 99.015802 | 168.704920 | 27.5 | 11.459533 | 28.909012 | 37 | 6.883905 | 910.515032 | 45.7 | 59.909155 | 2155.925489 | 61.3 | 347.350759 | 1182.235461 | 69.1 | 153.662325 |
| 58 | D2881 | 289.341025 | 16.1 | 47.492246 | 234.545876 | 29 | 16.301529 | 142.739513 | 34.3 | 10.047155 | 460.628696 | 46.8 | 33.769120 | 2464.981364 | 62.9 | 354.587411 | 1472.734704 | 71.1 | 125.548880 |
| 59 | D2890 | 696.729333 | 16.1 | 117.924869 | 94.546925 | 28.1 | 6.647782 | 13.754860 | 39.9 | 7.855540 | 1190.591069 | 44.1 | 83.008780 | 1270.759245 | 61.6 | 227.501176 | 718.024666 | 69.4 | 86.353451 |
| 60 | D2899 | 794.635794 | 16.4 | 133.326143 | 324.070265 | 28.8 | 28.773969 | 122.944296 | 34.6 | 11.954912 | 1550.675921 | 46 | 133.838210 | 3816.467479 | 62.5 | 562.547892 | 2125.825012 | 70.8 | 231.832836 |
| 61 | D2900 | 2313.229255 | 16.4 | 337.973197 | 263.712882 | 29.4 | 15.019489 | 152.786695 | 34.3 | 16.561451 | 4279.071893 | 46 | 283.293911 | 3799.152517 | 62.5 | 537.062569 | 2219.762813 | 71.1 | 237.033550 |
| 62 | D2901 | 875.038345 | 16.4 | 156.401951 | 481.852813 | 29 | 39.762056 | 253.798636 | 37.7 | 13.782291 | 622.356692 | 47.3 | 50.286674 | 2781.448660 | 62.5 | 406.327433 | 1331.646998 | 71.5 | 136.922825 |
| 63 | D560 | 1587.279368 | 16.2 | 259.089942 | 411.518248 | 28.1 | 35.730822 | 325.129903 | 33.9 | 18.814786 | 939.775620 | 44.4 | 60.592435 | 884.888039 | 61.6 | 127.710438 | 1944.726380 | 68.4 | 189.893833 |
| 64 | D612 | 1226.480817 | 16.2 | 203.876568 | 399.537986 | 28.1 | 29.296847 | 206.895931 | 36 | 11.967407 | 737.328582 | 45.4 | 53.939214 | 1389.329949 | 62.2 | 205.946902 | 907.278924 | 69.8 | 65.072420 |
| 65 | D709 | 87.609710 | 16.1 | 13.892200 | 191.756968 | 28.3 | 13.957910 | 175.070805 | 37.7 | 9.902404 | 665.342214 | 44.6 | 40.429583 | 3112.307520 | 61.6 | 368.616721 | 1084.717119 | 69.8 | 94.661477 |